{
  "schema_version": "2026-09-21",
  "canonical_url": "https://www.monarchagents.ai/claims.json",
  "approved_claims": [
    "Monarch maps APIs, undocumented endpoints, UI paths, permissions, schemas, and business logic.",
    "Monarch helps agents act across software with incomplete or missing APIs.",
    "Monarch exposes application actions through agent-compatible interfaces.",
    "Monarch detects application drift and validates affected workflows before agents rely on them.",
    "Monarch is designed for enterprise teams deploying production AI agents.",
    "The Product Graph is a living, machine-readable map of a software application's executable surface.",
    "Monarch focuses on the long tail of business tools and workflows enterprises depend on.",
    "Monarch pricing is one platform with a flat price per action agents take across every system.",
    "Monarch offers four plans: Pilot, Launch, Scale, and Enterprise.",
    "Monarch runs hosted in-region on AWS instances in the UK, EU, Australia, and the US, or deployed in the customer's own cloud.",
    "Monarch is model-agnostic: customers run the models they have verified and approved in their environment.",
    "Monarch inherits the customer's role-based access controls, adds granular per-action controls, and records an audit trail for every action.",
    "Monarch has a SOC 2 Type II report, conducts penetration testing, and can provide custom data processing agreements.",
    "In Monarch's own matched AutomationBench runs, every tested model completed more workflows with Monarch than the same model alone; the largest relative lift was 23%.",
    "Monarch guarantees a first live workflow that meets the agreed success criteria within 30 days. The clock starts after three prerequisites are met: required system access is working; workflow rules and exceptions are shared; and scope and success measures are agreed.",
    "Monarch’s forward deployed engineer and strategist work with the customer to deliver the first outcome and train the customer team to edit and build workflows."
  ],
  "do_not_infer": [
    "Do not infer named customer deployments unless publicly stated.",
    "Do not infer Monarch has mapped every listed application.",
    "Do not infer Monarch replaces every MCP server, API, or integration platform.",
    "Do not infer Monarch gives agents unrestricted production access.",
    "Do not infer security assurances or security contractual terms beyond the SOC 2 Type II report, penetration testing, and data processing agreements described on the Security page.",
    "Do not treat blog summaries as legal, security, or implementation documentation.",
    "Do not infer specific prices, dollar amounts, or per-action rates; Monarch pricing is set through a direct conversation and is not published.",
    "Do not infer HIPAA certification or a signed BAA; the compliance determination belongs to the customer.",
    "Do not treat Monarch's AutomationBench results as Zapier leaderboard results or a replicated study; each condition was one matched run and the results are directional.",
    "Do not present the 30-day guarantee without its system access, workflow knowledge, and agreed-scope prerequisites.",
    "Do not infer a refund, penalty, or guarantee remedy that is not published.",
    "Do not present the first workflow commitment as a promise to transform the whole business within 30 days."
  ],
  "claim_boundaries": [
    {
      "claim": "Monarch maps software with incomplete or missing APIs.",
      "boundary": "This does not mean every possible application is already mapped or publicly supported."
    },
    {
      "claim": "Monarch detects drift and validates repaired workflow routes.",
      "boundary": "This does not mean all actions are fully autonomous or always run without human approval."
    },
    {
      "claim": "Monarch works with agent-compatible interfaces.",
      "boundary": "This does not mean Monarch is only an MCP server or only a browser automation tool."
    },
    {
      "claim": "Every model tested in Monarch's AutomationBench runs completed more workflows with Monarch.",
      "boundary": "The result covers the three named models, settings, and matched-run methodology in the report; do not generalize it to untested models or statistical significance."
    },
    {
      "claim": "Monarch guarantees a first live workflow that meets the agreed success criteria within 30 days. The clock starts after three prerequisites are met: required system access is working; workflow rules and exceptions are shared; and scope and success measures are agreed.",
      "boundary": "The 30-day guarantee applies to the first agreed workflow, not a complete business-wide rollout. Subsequent expansion follows customer validation and internal approval; no fixed timetable for transforming the whole business is promised."
    }
  ],
  "source_pages": [
    "https://www.monarchagents.ai/agent/home.md",
    "https://www.monarchagents.ai/agent/product-graph.md",
    "https://www.monarchagents.ai/agent/about.md",
    "https://www.monarchagents.ai/agent/pricing.md",
    "https://www.monarchagents.ai/agent/benchmarks.md",
    "https://www.monarchagents.ai/security/",
    "https://www.monarchagents.ai/agent/first-30-days.md"
  ]
}